MLOps & responsible AI · AWS vs Google Cloud
Amazon SageMaker Clarify vs Agent Platform model evaluation (incl. fairness metrics) / Vertex Explainable AI
SageMaker Clarify maps to Agent Platform model evaluation fairness metrics, and to Vertex Explainable AI for attributions, though Explainable AI is deprecated (shutdown Mar 16, 2027).
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| Service | Amazon SageMaker Clarify Maintenance | Agent Platform model evaluation (incl. fairness metrics) Vertex Explainable AI Deprecated |
| Lifecycle | No longer open to new customers (lifecycle announcement June 30, 2026). AWS recommends published monitoring solutions, SHAP, MLflow, and Bedrock Evaluations. | Generally available Deprecated Mar 16, 2026; shuts down Mar 16, 2027. |
| What it is | Bias detection and explainability (SHAP) for ML models. | Evaluation metrics for trained models, including data and model bias (fairness) metrics. Feature attributions and example-based explanations for model predictions. |
| Pricing model | Clarify processing jobs are billed per instance time. | You pay for the compute the evaluation jobs use. See the Agent Platform pricing page. |
| Docs | Amazon SageMaker Clarify docs | Agent Platform model evaluation (incl. fairness metrics) docs Vertex Explainable AI docs |
| Pricing page | Amazon SageMaker Clarify pricing | Agent Platform model evaluation (incl. fairness metrics) pricing |
Key differences
- Vertex Explainable AI was deprecated on Mar 16, 2026 and shuts down Mar 16, 2027. Plan on open-source explainers (such as SHAP) instead.
- Clarify itself is in maintenance on AWS, so neither side is a growth area.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Clarify processing jobs are billed per instance time. Amazon SageMaker Clarify pricing →
- GCP
- You pay for the compute the evaluation jobs use. See the Agent Platform pricing page. Agent Platform model evaluation (incl. fairness metrics) pricing →
And on Azure?
Partial match Azure's equivalent is Responsible AI dashboard (Azure ML). AWS vs Azure comparison →
FAQ
What is the Google Cloud equivalent of Amazon SageMaker Clarify?
SageMaker Clarify maps to Agent Platform model evaluation fairness metrics, and to Vertex Explainable AI for attributions, though Explainable AI is deprecated (shutdown Mar 16, 2027).
How does pricing compare between Amazon SageMaker Clarify and Agent Platform model evaluation (incl. fairness metrics) and Vertex Explainable AI?
AWS: Clarify processing jobs are billed per instance time. Google Cloud: You pay for the compute the evaluation jobs use. See the Agent Platform pricing page. Check the official pricing pages for current rates.
What is the Azure equivalent?
Responsible AI dashboard (Azure ML) (partial match). SageMaker Clarify (in maintenance, no new customers) maps to the Azure Machine Learning Responsible AI dashboard.